Data Profile Report

Dataset statistics

Number of variables	12
Number of observations	569
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	459.4 KiB
Average record size in memory	826.7 B

Variable types

Numeric	12

Alerts

`"Area mean", "Area se", "Area worst",` is highly overall correlated with `"Compactness mean", "Compactness se", "Compactness worst",` and 4 other fields	High correlation
`"Compactness mean", "Compactness se", "Compactness worst",` is highly overall correlated with `"Area mean", "Area se", "Area worst",` and 8 other fields	High correlation
`"Concave points mean", "Concave points se", "Concave points worst",` is highly overall correlated with `"Area mean", "Area se", "Area worst",` and 6 other fields	High correlation
`"Concavity mean", "Concavity se", "Concavity worst",` is highly overall correlated with `"Area mean", "Area se", "Area worst",` and 6 other fields	High correlation
`"Fractal dimension mean", "Fractal dimension se", "Fractal dimension worst"]` is highly overall correlated with `"Compactness mean", "Compactness se", "Compactness worst",` and 4 other fields	High correlation
`"ID number", "Diagnosis",` is highly overall correlated with `"Compactness mean", "Compactness se", "Compactness worst",` and 1 other fields	High correlation
`"Perimeter mean", "Perimeter se", "Perimeter worst",` is highly overall correlated with `"Area mean", "Area se", "Area worst",` and 4 other fields	High correlation
`"Radius mean", "Radius se", "Radius worst",` is highly overall correlated with `"Area mean", "Area se", "Area worst",` and 4 other fields	High correlation
`"Smoothness mean", "Smoothness se", "Smoothness worst",` is highly overall correlated with `"Compactness mean", "Compactness se", "Compactness worst",` and 4 other fields	High correlation
`"Symmetry mean", "Symmetry se", "Symmetry worst",` is highly overall correlated with `"Compactness mean", "Compactness se", "Compactness worst",` and 1 other fields	High correlation
`"Concavity mean", "Concavity se", "Concavity worst",` has 13 (2.3%) zeros	Zeros
`"Concave points mean", "Concave points se", "Concave points worst",` has 13 (2.3%) zeros	Zeros

Reproduction

Analysis started	2025-01-02 19:40:01.880264
Analysis finished	2025-01-02 19:40:10.537097
Duration	8.66 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

df.columns = [
Real number (ℝ)

Distinct	498
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020542299

Minimum	0.007882
Maximum	0.07895
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0.007882
5-th percentile	0.011758
Q1	0.01516
median	0.01873
Q3	0.02348
95-th percentile	0.034988
Maximum	0.07895
Range	0.071068
Interquartile range (IQR)	0.00832

Descriptive statistics

Standard deviation	0.0082663715
Coefficient of variation (CV)	0.40240733
Kurtosis	7.8961298
Mean	0.020542299
Median Absolute Deviation (MAD)	0.00393
Skewness	2.1951329
Sum	11.688568
Variance	6.8332898 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01344	4	0.7%
0.01454	3	0.5%
0.01884	3	0.5%
0.01897	3	0.5%
0.01536	3	0.5%
0.01647	3	0.5%
0.01924	3	0.5%
0.0187	3	0.5%
0.02045	3	0.5%
0.01594	2	0.4%
Other values (488)	539	94.7%

Value	Count	Frequency (%)
0.007882	1	0.2%
0.009539	1	0.2%
0.009947	1	0.2%
0.01013	1	0.2%
0.01029	1	0.2%
0.01054	1	0.2%
0.01055	1	0.2%
0.01057	1	0.2%
0.01062	1	0.2%
0.01065	2	0.4%

Value	Count	Frequency (%)
0.07895	1	0.2%
0.06146	1	0.2%
0.05963	1	0.2%
0.05628	1	0.2%
0.05543	1	0.2%
0.05333	1	0.2%
0.05168	1	0.2%
0.05113	1	0.2%
0.05014	1	0.2%
0.04783	1	0.2%

"ID number", "Diagnosis",
Real number (ℝ)

High correlation

Distinct	545
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0037949039

Minimum	0.0008948
Maximum	0.02984
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0.0008948
5-th percentile	0.0015216
Q1	0.002248
median	0.003187
Q3	0.004558
95-th percentile	0.0079598
Maximum	0.02984
Range	0.0289452
Interquartile range (IQR)	0.00231

Descriptive statistics

Standard deviation	0.002646071
Coefficient of variation (CV)	0.69726956
Kurtosis	26.280847
Mean	0.0037949039
Median Absolute Deviation (MAD)	0.001074
Skewness	3.9239686
Sum	2.1593003
Variance	7.0016916 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002551	2	0.4%
0.003317	2	0.4%
0.003563	2	0.4%
0.002665	2	0.4%
0.002701	2	0.4%
0.005667	2	0.4%
0.00456	2	0.4%
0.001892	2	0.4%
0.003224	2	0.4%
0.002783	2	0.4%
Other values (535)	549	96.5%

Value	Count	Frequency (%)
0.0008948	1	0.2%
0.0009502	1	0.2%
0.0009683	1	0.2%
0.001002	1	0.2%
0.001058	1	0.2%
0.001087	1	0.2%
0.001126	1	0.2%
0.00118	1	0.2%
0.001217	1	0.2%
0.001219	1	0.2%

Value	Count	Frequency (%)
0.02984	1	0.2%
0.02286	1	0.2%
0.02193	1	0.2%
0.01792	1	0.2%
0.01298	1	0.2%
0.01284	1	0.2%
0.01256	1	0.2%
0.01233	1	0.2%
0.0122	1	0.2%
0.01178	1	0.2%

"Radius mean", "Radius se", "Radius worst",
Real number (ℝ)

High correlation

Distinct	457
Distinct (%)	80.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.26919

Minimum	7.93
Maximum	36.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	7.93
5-th percentile	10.534
Q1	13.01
median	14.97
Q3	18.79
95-th percentile	25.64
Maximum	36.04
Range	28.11
Interquartile range (IQR)	5.78

Descriptive statistics

Standard deviation	4.8332416
Coefficient of variation (CV)	0.29707943
Kurtosis	0.94408958
Mean	16.26919
Median Absolute Deviation (MAD)	2.46
Skewness	1.1031152
Sum	9257.169
Variance	23.360224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.36	5	0.9%
13.5	4	0.7%
13.34	4	0.7%
13.45	3	0.5%
15.05	3	0.5%
15.11	3	0.5%
16.76	3	0.5%
14.8	3	0.5%
12.4	3	0.5%
16.46	3	0.5%
Other values (447)	535	94.0%

Value	Count	Frequency (%)
7.93	1	0.2%
8.678	1	0.2%
8.952	1	0.2%
8.964	1	0.2%
9.077	1	0.2%
9.092	1	0.2%
9.262	1	0.2%
9.414	1	0.2%
9.456	1	0.2%
9.473	1	0.2%

Value	Count	Frequency (%)
36.04	1	0.2%
33.13	1	0.2%
33.12	1	0.2%
32.49	1	0.2%
31.01	1	0.2%
30.79	1	0.2%
30.75	1	0.2%
30.67	1	0.2%
30	1	0.2%
29.92	1	0.2%

"Texture mean", "Texture se", "Texture worst",
Real number (ℝ)

Distinct	511
Distinct (%)	89.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.677223

Minimum	12.02
Maximum	49.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	12.02
5-th percentile	16.574
Q1	21.08
median	25.41
Q3	29.72
95-th percentile	36.3
Maximum	49.54
Range	37.52
Interquartile range (IQR)	8.64

Descriptive statistics

Standard deviation	6.1462576
Coefficient of variation (CV)	0.23936613
Kurtosis	0.22430187
Mean	25.677223
Median Absolute Deviation (MAD)	4.33
Skewness	0.49832131
Sum	14610.34
Variance	37.776483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.7	3	0.5%
27.26	3	0.5%
30.36	2	0.4%
23.17	2	0.4%
32.82	2	0.4%
15.77	2	0.4%
22.02	2	0.4%
33.17	2	0.4%
20.21	2	0.4%
25.48	2	0.4%
Other values (501)	547	96.1%

Value	Count	Frequency (%)
12.02	1	0.2%
12.49	1	0.2%
12.87	1	0.2%
14.1	1	0.2%
14.2	1	0.2%
14.82	1	0.2%
15.38	1	0.2%
15.4	1	0.2%
15.54	1	0.2%
15.64	1	0.2%

Value	Count	Frequency (%)
49.54	1	0.2%
47.16	1	0.2%
45.41	1	0.2%
44.87	1	0.2%
42.79	1	0.2%
41.85	1	0.2%
41.78	1	0.2%
41.61	1	0.2%
40.68	1	0.2%
40.54	1	0.2%

"Perimeter mean", "Perimeter se", "Perimeter worst",
Real number (ℝ)

High correlation

Distinct	514
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.26121

Minimum	50.41
Maximum	251.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	50.41
5-th percentile	67.856
Q1	84.11
median	97.66
Q3	125.4
95-th percentile	171.64
Maximum	251.2
Range	200.79
Interquartile range (IQR)	41.29

Descriptive statistics

Standard deviation	33.602542
Coefficient of variation (CV)	0.31327767
Kurtosis	1.0701497
Mean	107.26121
Median Absolute Deviation (MAD)	16.87
Skewness	1.1281639
Sum	61031.63
Variance	1129.1308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
117.7	3	0.5%
105.9	3	0.5%
101.7	3	0.5%
158.8	2	0.4%
119.4	2	0.4%
106	2	0.4%
95.29	2	0.4%
101.2	2	0.4%
100.9	2	0.4%
85.07	2	0.4%
Other values (504)	546	96.0%

Value	Count	Frequency (%)
50.41	1	0.2%
54.49	1	0.2%
56.65	1	0.2%
57.17	1	0.2%
57.26	1	0.2%
58.08	1	0.2%
58.36	1	0.2%
59.16	1	0.2%
59.9	1	0.2%
60.9	1	0.2%

Value	Count	Frequency (%)
251.2	1	0.2%
229.3	1	0.2%
220.8	1	0.2%
214	1	0.2%
211.7	1	0.2%
211.5	1	0.2%
206.8	1	0.2%
206	1	0.2%
205.7	1	0.2%
202.4	1	0.2%

"Area mean", "Area se", "Area worst",
Real number (ℝ)

High correlation

Distinct	544
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	880.58313

Minimum	185.2
Maximum	4254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	185.2
5-th percentile	331.06
Q1	515.3
median	686.5
Q3	1084
95-th percentile	2009.6
Maximum	4254
Range	4068.8
Interquartile range (IQR)	568.7

Descriptive statistics

Standard deviation	569.35699
Coefficient of variation (CV)	0.64656814
Kurtosis	4.3963948
Mean	880.58313
Median Absolute Deviation (MAD)	215.6
Skewness	1.8593733
Sum	501051.8
Variance	324167.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
826.4	2	0.4%
830.5	2	0.4%
1269	2	0.4%
725.9	2	0.4%
1437	2	0.4%
624.1	2	0.4%
1261	2	0.4%
1750	2	0.4%
706	2	0.4%
402.8	2	0.4%
Other values (534)	549	96.5%

Value	Count	Frequency (%)
185.2	1	0.2%
223.6	1	0.2%
240.1	1	0.2%
242.2	1	0.2%
248	1	0.2%
249.8	1	0.2%
259.2	1	0.2%
268.6	1	0.2%
270	1	0.2%
273.9	1	0.2%

Value	Count	Frequency (%)
4254	1	0.2%
3432	1	0.2%
3234	1	0.2%
3216	1	0.2%
3143	1	0.2%
2944	1	0.2%
2906	1	0.2%
2782	1	0.2%
2642	1	0.2%
2615	1	0.2%

"Smoothness mean", "Smoothness se", "Smoothness worst",
Real number (ℝ)

High correlation

Distinct	411
Distinct (%)	72.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13236859

Minimum	0.07117
Maximum	0.2226
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0.07117
5-th percentile	0.095734
Q1	0.1166
median	0.1313
Q3	0.146
95-th percentile	0.17184
Maximum	0.2226
Range	0.15143
Interquartile range (IQR)	0.0294

Descriptive statistics

Standard deviation	0.022832429
Coefficient of variation (CV)	0.17249129
Kurtosis	0.51782519
Mean	0.13236859
Median Absolute Deviation (MAD)	0.0147
Skewness	0.415426
Sum	75.31773
Variance	0.00052131983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1401	4	0.7%
0.1312	4	0.7%
0.1256	4	0.7%
0.1415	4	0.7%
0.1216	4	0.7%
0.1234	4	0.7%
0.1223	4	0.7%
0.1275	4	0.7%
0.1347	4	0.7%
0.1199	3	0.5%
Other values (401)	530	93.1%

Value	Count	Frequency (%)
0.07117	1	0.2%
0.08125	1	0.2%
0.08409	1	0.2%
0.08484	1	0.2%
0.08567	1	0.2%
0.08774	1	0.2%
0.08799	1	0.2%
0.08822	1	0.2%
0.08864	1	0.2%
0.08949	1	0.2%

Value	Count	Frequency (%)
0.2226	1	0.2%
0.2184	1	0.2%
0.2098	1	0.2%
0.2006	1	0.2%
0.1909	1	0.2%
0.1902	1	0.2%
0.1883	1	0.2%
0.1878	1	0.2%
0.1873	1	0.2%
0.1862	1	0.2%

"Compactness mean", "Compactness se", "Compactness worst",
Real number (ℝ)

High correlation

Distinct	529
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.25426504

Minimum	0.02729
Maximum	1.058
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0.02729
5-th percentile	0.071196
Q1	0.1472
median	0.2119
Q3	0.3391
95-th percentile	0.56412
Maximum	1.058
Range	1.03071
Interquartile range (IQR)	0.1919

Descriptive statistics

Standard deviation	0.15733649
Coefficient of variation (CV)	0.6187893
Kurtosis	3.0392882
Mean	0.25426504
Median Absolute Deviation (MAD)	0.0871
Skewness	1.4735549
Sum	144.67681
Variance	0.024754771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3416	3	0.5%
0.1486	3	0.5%
0.3055	2	0.4%
0.1963	2	0.4%
0.2264	2	0.4%
0.4061	2	0.4%
0.1352	2	0.4%
0.1788	2	0.4%
0.1049	2	0.4%
0.09866	2	0.4%
Other values (519)	547	96.1%

Value	Count	Frequency (%)
0.02729	1	0.2%
0.03432	1	0.2%
0.04327	1	0.2%
0.04619	1	0.2%
0.04712	1	0.2%
0.04953	1	0.2%
0.05036	1	0.2%
0.05131	1	0.2%
0.05213	1	0.2%
0.05232	1	0.2%

Value	Count	Frequency (%)
1.058	1	0.2%
0.9379	1	0.2%
0.9327	1	0.2%
0.8681	1	0.2%
0.8663	1	0.2%
0.7917	1	0.2%
0.7725	1	0.2%
0.7584	1	0.2%
0.7444	1	0.2%
0.7394	1	0.2%

"Concavity mean", "Concavity se", "Concavity worst",
Real number (ℝ)

High correlation Zeros

Distinct	539
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27218848

Minimum	0
Maximum	1.252
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01836
Q1	0.1145
median	0.2267
Q3	0.3829
95-th percentile	0.68238
Maximum	1.252
Range	1.252
Interquartile range (IQR)	0.2684

Descriptive statistics

Standard deviation	0.20862428
Coefficient of variation (CV)	0.7664699
Kurtosis	1.6152533
Mean	0.27218848
Median Absolute Deviation (MAD)	0.132
Skewness	1.1502368
Sum	154.87525
Variance	0.04352409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.4504	3	0.5%
0.1377	3	0.5%
0.1791	2	0.4%
0.2866	2	0.4%
0.2644	2	0.4%
0.2298	2	0.4%
0.1804	2	0.4%
0.363	2	0.4%
0.1423	2	0.4%
Other values (529)	536	94.2%

Value	Count	Frequency (%)
0	13	2.3%
0.001845	1	0.2%
0.003581	1	0.2%
0.004955	1	0.2%
0.005518	1	0.2%
0.005579	1	0.2%
0.00692	1	0.2%
0.007732	1	0.2%
0.007977	1	0.2%
0.01005	1	0.2%

Value	Count	Frequency (%)
1.252	1	0.2%
1.17	1	0.2%
1.105	1	0.2%
0.9608	1	0.2%
0.9387	1	0.2%
0.9034	1	0.2%
0.9019	1	0.2%
0.8489	1	0.2%
0.8488	1	0.2%
0.8402	1	0.2%

"Concave points mean", "Concave points se", "Concave points worst",
Real number (ℝ)

High correlation Zeros

Distinct	492
Distinct (%)	86.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11460622

Minimum	0
Maximum	0.291
Zeros	13
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.024286
Q1	0.06493
median	0.09993
Q3	0.1614
95-th percentile	0.23692
Maximum	0.291
Range	0.291
Interquartile range (IQR)	0.09647

Descriptive statistics

Standard deviation	0.065732341
Coefficient of variation (CV)	0.57354949
Kurtosis	-0.53553512
Mean	0.11460622
Median Absolute Deviation (MAD)	0.04457
Skewness	0.49261553
Sum	65.210941
Variance	0.0043207407
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	2.3%
0.1708	3	0.5%
0.04306	3	0.5%
0.1827	3	0.5%
0.06296	3	0.5%
0.05556	3	0.5%
0.07431	3	0.5%
0.1218	3	0.5%
0.1105	3	0.5%
0.02564	3	0.5%
Other values (482)	529	93.0%

Value	Count	Frequency (%)
0	13	2.3%
0.008772	1	0.2%
0.009259	1	0.2%
0.01042	1	0.2%
0.01111	2	0.4%
0.01389	1	0.2%
0.01635	1	0.2%
0.01667	1	0.2%
0.01852	1	0.2%
0.02022	1	0.2%

Value	Count	Frequency (%)
0.291	1	0.2%
0.2903	1	0.2%
0.2867	1	0.2%
0.2756	1	0.2%
0.2733	1	0.2%
0.2701	1	0.2%
0.2688	1	0.2%
0.2685	1	0.2%
0.2654	1	0.2%
0.265	1	0.2%

"Symmetry mean", "Symmetry se", "Symmetry worst",
Real number (ℝ)

High correlation

Distinct	500
Distinct (%)	87.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29007557

Minimum	0.1565
Maximum	0.6638
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0.1565
5-th percentile	0.2127
Q1	0.2504
median	0.2822
Q3	0.3179
95-th percentile	0.40616
Maximum	0.6638
Range	0.5073
Interquartile range (IQR)	0.0675

Descriptive statistics

Standard deviation	0.061867468
Coefficient of variation (CV)	0.21328052
Kurtosis	4.4445595
Mean	0.29007557
Median Absolute Deviation (MAD)	0.0342
Skewness	1.4339278
Sum	165.053
Variance	0.0038275835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2369	3	0.5%
0.3109	3	0.5%
0.2383	3	0.5%
0.2226	3	0.5%
0.3196	3	0.5%
0.2972	3	0.5%
0.2557	2	0.4%
0.2741	2	0.4%
0.251	2	0.4%
0.2434	2	0.4%
Other values (490)	543	95.4%

Value	Count	Frequency (%)
0.1565	1	0.2%
0.1566	1	0.2%
0.1603	1	0.2%
0.1648	1	0.2%
0.1652	1	0.2%
0.1712	1	0.2%
0.1783	2	0.4%
0.1811	1	0.2%
0.1859	1	0.2%
0.189	1	0.2%

Value	Count	Frequency (%)
0.6638	1	0.2%
0.5774	1	0.2%
0.5558	1	0.2%
0.544	1	0.2%
0.5166	1	0.2%
0.4882	1	0.2%
0.4863	1	0.2%
0.4824	1	0.2%
0.4761	1	0.2%
0.4753	1	0.2%

"Fractal dimension mean", "Fractal dimension se", "Fractal dimension worst"]
Real number (ℝ)

High correlation

Distinct	535
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.083945817

Minimum	0.05504
Maximum	0.2075
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	410.5 KiB

Quantile statistics

Minimum	0.05504
5-th percentile	0.062558
Q1	0.07146
median	0.08004
Q3	0.09208
95-th percentile	0.11952
Maximum	0.2075
Range	0.15246
Interquartile range (IQR)	0.02062

Descriptive statistics

Standard deviation	0.018061267
Coefficient of variation (CV)	0.21515387
Kurtosis	5.2446106
Mean	0.083945817
Median Absolute Deviation (MAD)	0.00986
Skewness	1.6625793
Sum	47.76517
Variance	0.00032620938
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07427	3	0.5%
0.08174	2	0.4%
0.0849	2	0.4%
0.1055	2	0.4%
0.08701	2	0.4%
0.1019	2	0.4%
0.08633	2	0.4%
0.09026	2	0.4%
0.08009	2	0.4%
0.07623	2	0.4%
Other values (525)	548	96.3%

Value	Count	Frequency (%)
0.05504	1	0.2%
0.05521	1	0.2%
0.05525	1	0.2%
0.05695	1	0.2%
0.05737	1	0.2%
0.05843	1	0.2%
0.05865	1	0.2%
0.05871	1	0.2%
0.05905	1	0.2%
0.05932	1	0.2%

Value	Count	Frequency (%)
0.2075	1	0.2%
0.173	1	0.2%
0.1486	1	0.2%
0.1446	1	0.2%
0.1431	1	0.2%
0.1409	1	0.2%
0.1405	1	0.2%
0.1403	1	0.2%
0.1402	1	0.2%
0.1364	1	0.2%

	"Area mean", "Area se", "Area worst",	"Compactness mean", "Compactness se", "Compactness worst",	"Concave points mean", "Concave points se", "Concave points worst",	"Concavity mean", "Concavity se", "Concavity worst",	"Fractal dimension mean", "Fractal dimension se", "Fractal dimension worst"]	"ID number", "Diagnosis",	"Perimeter mean", "Perimeter se", "Perimeter worst",	"Radius mean", "Radius se", "Radius worst",	"Smoothness mean", "Smoothness se", "Smoothness worst",	"Symmetry mean", "Symmetry se", "Symmetry worst",	"Texture mean", "Texture se", "Texture worst",	df.columns = [
"Area mean", "Area se", "Area worst",	1.000	0.550	0.774	0.651	0.119	0.007	0.992	0.999	0.210	0.248	0.372	-0.267
"Compactness mean", "Compactness se", "Compactness worst",	0.550	1.000	0.844	0.915	0.762	0.527	0.613	0.558	0.560	0.527	0.342	-0.082
"Concave points mean", "Concave points se", "Concave points worst",	0.774	0.844	1.000	0.902	0.517	0.331	0.813	0.781	0.544	0.461	0.365	-0.141
"Concavity mean", "Concavity se", "Concavity worst",	0.651	0.915	0.902	1.000	0.623	0.432	0.701	0.656	0.519	0.476	0.387	-0.118
"Fractal dimension mean", "Fractal dimension se", "Fractal dimension worst"]	0.119	0.762	0.517	0.623	1.000	0.713	0.179	0.127	0.615	0.488	0.193	0.011
"ID number", "Diagnosis",	0.007	0.527	0.331	0.432	0.713	1.000	0.063	0.013	0.312	0.173	0.083	0.381
"Perimeter mean", "Perimeter se", "Perimeter worst",	0.992	0.613	0.813	0.701	0.179	0.063	1.000	0.994	0.241	0.281	0.381	-0.247
"Radius mean", "Radius se", "Radius worst",	0.999	0.558	0.781	0.656	0.127	0.013	0.994	1.000	0.219	0.257	0.371	-0.261
"Smoothness mean", "Smoothness se", "Smoothness worst",	0.210	0.560	0.544	0.519	0.615	0.312	0.241	0.219	1.000	0.501	0.218	-0.043
"Symmetry mean", "Symmetry se", "Symmetry worst",	0.248	0.527	0.461	0.476	0.488	0.173	0.281	0.257	0.501	1.000	0.227	0.283
"Texture mean", "Texture se", "Texture worst",	0.372	0.342	0.365	0.387	0.193	0.083	0.381	0.371	0.218	0.227	1.000	-0.105
df.columns = [	-0.267	-0.082	-0.141	-0.118	0.011	0.381	-0.247	-0.261	-0.043	0.283	-0.105	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

																				df.columns = [	"ID number", "Diagnosis",	"Radius mean", "Radius se", "Radius worst",	"Texture mean", "Texture se", "Texture worst",	"Perimeter mean", "Perimeter se", "Perimeter worst",	"Area mean", "Area se", "Area worst",	"Smoothness mean", "Smoothness se", "Smoothness worst",	"Compactness mean", "Compactness se", "Compactness worst",	"Concavity mean", "Concavity se", "Concavity worst",	"Concave points mean", "Concave points se", "Concave points worst",	"Symmetry mean", "Symmetry se", "Symmetry worst",	"Fractal dimension mean", "Fractal dimension se", "Fractal dimension worst"]
842302	M	17.99	10.38	122.80	1001.0	0.11840	0.27760	0.30010	0.14710	0.2419	0.07871	1.0950	0.9053	8.589	153.40	0.006399	0.04904	0.05373	0.01587	0.03003	0.006193	25.38	17.33	184.60	2019.0	0.1622	0.6656	0.7119	0.2654	0.4601	0.11890
842517	M	20.57	17.77	132.90	1326.0	0.08474	0.07864	0.08690	0.07017	0.1812	0.05667	0.5435	0.7339	3.398	74.08	0.005225	0.01308	0.01860	0.01340	0.01389	0.003532	24.99	23.41	158.80	1956.0	0.1238	0.1866	0.2416	0.1860	0.2750	0.08902
84300903	M	19.69	21.25	130.00	1203.0	0.10960	0.15990	0.19740	0.12790	0.2069	0.05999	0.7456	0.7869	4.585	94.03	0.006150	0.04006	0.03832	0.02058	0.02250	0.004571	23.57	25.53	152.50	1709.0	0.1444	0.4245	0.4504	0.2430	0.3613	0.08758
84348301	M	11.42	20.38	77.58	386.1	0.14250	0.28390	0.24140	0.10520	0.2597	0.09744	0.4956	1.1560	3.445	27.23	0.009110	0.07458	0.05661	0.01867	0.05963	0.009208	14.91	26.50	98.87	567.7	0.2098	0.8663	0.6869	0.2575	0.6638	0.17300
84358402	M	20.29	14.34	135.10	1297.0	0.10030	0.13280	0.19800	0.10430	0.1809	0.05883	0.7572	0.7813	5.438	94.44	0.011490	0.02461	0.05688	0.01885	0.01756	0.005115	22.54	16.67	152.20	1575.0	0.1374	0.2050	0.4000	0.1625	0.2364	0.07678
843786	M	12.45	15.70	82.57	477.1	0.12780	0.17000	0.15780	0.08089	0.2087	0.07613	0.3345	0.8902	2.217	27.19	0.007510	0.03345	0.03672	0.01137	0.02165	0.005082	15.47	23.75	103.40	741.6	0.1791	0.5249	0.5355	0.1741	0.3985	0.12440
844359	M	18.25	19.98	119.60	1040.0	0.09463	0.10900	0.11270	0.07400	0.1794	0.05742	0.4467	0.7732	3.180	53.91	0.004314	0.01382	0.02254	0.01039	0.01369	0.002179	22.88	27.66	153.20	1606.0	0.1442	0.2576	0.3784	0.1932	0.3063	0.08368
84458202	M	13.71	20.83	90.20	577.9	0.11890	0.16450	0.09366	0.05985	0.2196	0.07451	0.5835	1.3770	3.856	50.96	0.008805	0.03029	0.02488	0.01448	0.01486	0.005412	17.06	28.14	110.60	897.0	0.1654	0.3682	0.2678	0.1556	0.3196	0.11510
844981	M	13.00	21.82	87.50	519.8	0.12730	0.19320	0.18590	0.09353	0.2350	0.07389	0.3063	1.0020	2.406	24.32	0.005731	0.03502	0.03553	0.01226	0.02143	0.003749	15.49	30.73	106.20	739.3	0.1703	0.5401	0.5390	0.2060	0.4378	0.10720
84501001	M	12.46	24.04	83.97	475.9	0.11860	0.23960	0.22730	0.08543	0.2030	0.08243	0.2976	1.5990	2.039	23.94	0.007149	0.07217	0.07743	0.01432	0.01789	0.010080	15.09	40.68	97.65	711.4	0.1853	1.0580	1.1050	0.2210	0.4366	0.20750

																				df.columns = [	"ID number", "Diagnosis",	"Radius mean", "Radius se", "Radius worst",	"Texture mean", "Texture se", "Texture worst",	"Perimeter mean", "Perimeter se", "Perimeter worst",	"Area mean", "Area se", "Area worst",	"Smoothness mean", "Smoothness se", "Smoothness worst",	"Compactness mean", "Compactness se", "Compactness worst",	"Concavity mean", "Concavity se", "Concavity worst",	"Concave points mean", "Concave points se", "Concave points worst",	"Symmetry mean", "Symmetry se", "Symmetry worst",	"Fractal dimension mean", "Fractal dimension se", "Fractal dimension worst"]
925291	B	11.51	23.93	74.52	403.5	0.09261	0.10210	0.11120	0.04105	0.1388	0.06570	0.2388	2.904	1.936	16.97	0.008200	0.029820	0.05738	0.01267	0.01488	0.004738	12.480	37.16	82.28	474.2	0.12980	0.25170	0.3630	0.09653	0.2112	0.08732
925292	B	14.05	27.15	91.38	600.4	0.09929	0.11260	0.04462	0.04304	0.1537	0.06171	0.3645	1.492	2.888	29.84	0.007256	0.026780	0.02071	0.01626	0.02080	0.005304	15.300	33.17	100.20	706.7	0.12410	0.22640	0.1326	0.10480	0.2250	0.08321
925311	B	11.20	29.37	70.67	386.0	0.07449	0.03558	0.00000	0.00000	0.1060	0.05502	0.3141	3.896	2.041	22.81	0.007594	0.008878	0.00000	0.00000	0.01989	0.001773	11.920	38.30	75.19	439.6	0.09267	0.05494	0.0000	0.00000	0.1566	0.05905
925622	M	15.22	30.62	103.40	716.9	0.10480	0.20870	0.25500	0.09429	0.2128	0.07152	0.2602	1.205	2.362	22.65	0.004625	0.048440	0.07359	0.01608	0.02137	0.006142	17.520	42.79	128.70	915.0	0.14170	0.79170	1.1700	0.23560	0.4089	0.14090
926125	M	20.92	25.09	143.00	1347.0	0.10990	0.22360	0.31740	0.14740	0.2149	0.06879	0.9622	1.026	8.758	118.80	0.006399	0.043100	0.07845	0.02624	0.02057	0.006213	24.290	29.41	179.10	1819.0	0.14070	0.41860	0.6599	0.25420	0.2929	0.09873
926424	M	21.56	22.39	142.00	1479.0	0.11100	0.11590	0.24390	0.13890	0.1726	0.05623	1.1760	1.256	7.673	158.70	0.010300	0.028910	0.05198	0.02454	0.01114	0.004239	25.450	26.40	166.10	2027.0	0.14100	0.21130	0.4107	0.22160	0.2060	0.07115
926682	M	20.13	28.25	131.20	1261.0	0.09780	0.10340	0.14400	0.09791	0.1752	0.05533	0.7655	2.463	5.203	99.04	0.005769	0.024230	0.03950	0.01678	0.01898	0.002498	23.690	38.25	155.00	1731.0	0.11660	0.19220	0.3215	0.16280	0.2572	0.06637
926954	M	16.60	28.08	108.30	858.1	0.08455	0.10230	0.09251	0.05302	0.1590	0.05648	0.4564	1.075	3.425	48.55	0.005903	0.037310	0.04730	0.01557	0.01318	0.003892	18.980	34.12	126.70	1124.0	0.11390	0.30940	0.3403	0.14180	0.2218	0.07820
927241	M	20.60	29.33	140.10	1265.0	0.11780	0.27700	0.35140	0.15200	0.2397	0.07016	0.7260	1.595	5.772	86.22	0.006522	0.061580	0.07117	0.01664	0.02324	0.006185	25.740	39.42	184.60	1821.0	0.16500	0.86810	0.9387	0.26500	0.4087	0.12400
92751	B	7.76	24.54	47.92	181.0	0.05263	0.04362	0.00000	0.00000	0.1587	0.05884	0.3857	1.428	2.548	19.15	0.007189	0.004660	0.00000	0.00000	0.02676	0.002783	9.456	30.37	59.16	268.6	0.08996	0.06444	0.0000	0.00000	0.2871	0.07039

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample